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TARA-WorldModel-VICReg

Tabular Regression
PyTorch
self-supervised-learning
vicreg
joint-embedding
marine-biology
metagenomics
environmental-modeling
protein-domains
tara-oceans
pfam
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+ pfam_dim pfam_d model_config target fold_id fold_name n_train n_test n_features r2 rmse mae alpha_selected n_nonzero_coefs
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+ pfam32 32 env_only Chl-a 0 Atlantic-South 977 174 24 0.304988 0.907072 0.725366 0.012838 21
3
+ pfam32 32 env_pfam_interactions Chl-a 0 Atlantic-South 977 174 824 -0.144491 1.163998 0.904737 0.092393 185
4
+ pfam32 32 env_only POC 0 Atlantic-South 977 174 24 -0.243757 101.347762 89.450492 0.428989 24
5
+ pfam32 32 env_pfam_interactions POC 0 Atlantic-South 977 174 824 -0.066215 93.835860 72.560963 1.325079 701
6
+ pfam32 32 env_only NFLH 0 Atlantic-South 977 174 24 0.974206 0.012994 0.007535 0.000109 18
7
+ pfam32 32 env_pfam_interactions NFLH 0 Atlantic-South 977 174 824 0.952257 0.017678 0.009700 0.000109 222
8
+ pfam32 32 env_only Chl-a 1 Atlantic-Mid 1029 122 24 0.356366 3.626725 2.391987 0.021746 22
9
+ pfam32 32 env_pfam_interactions Chl-a 1 Atlantic-Mid 1029 122 824 0.577698 2.937693 1.547046 0.275051 56
10
+ pfam32 32 env_only POC 1 Atlantic-Mid 1029 122 24 0.760288 151.400422 117.612455 0.378302 24
11
+ pfam32 32 env_pfam_interactions POC 1 Atlantic-Mid 1029 122 824 -0.091360 323.047274 200.084258 0.664869 719
12
+ pfam32 32 env_only NFLH 1 Atlantic-Mid 1029 122 24 0.973573 0.014554 0.007013 0.000096 15
13
+ pfam32 32 env_pfam_interactions NFLH 1 Atlantic-Mid 1029 122 824 0.954640 0.019067 0.009991 0.000096 200
14
+ pfam32 32 env_only Chl-a 2 Atlantic-North 1084 67 24 -0.101085 11.581161 7.101739 0.058608 17
15
+ pfam32 32 env_pfam_interactions Chl-a 2 Atlantic-North 1084 67 824 -0.264801 12.412314 7.536211 0.366331 41
16
+ pfam32 32 env_only POC 2 Atlantic-North 1084 67 24 0.015058 920.512637 577.345439 0.271818 24
17
+ pfam32 32 env_pfam_interactions POC 2 Atlantic-North 1084 67 824 -0.199442 1015.813708 627.288960 1.699014 590
18
+ pfam32 32 env_only NFLH 2 Atlantic-North 1084 67 24 0.946276 0.010339 0.007268 0.000106 16
19
+ pfam32 32 env_pfam_interactions NFLH 2 Atlantic-North 1084 67 824 0.379817 0.035130 0.017737 0.000106 198
20
+ pfam32 32 env_only Chl-a 3 Pacific-South 1007 144 24 0.016459 2.591407 1.194154 0.028060 21
21
+ pfam32 32 env_pfam_interactions Chl-a 3 Pacific-South 1007 144 824 -0.046100 2.672551 1.333149 0.032308 257
22
+ pfam32 32 env_only POC 3 Pacific-South 1007 144 24 -0.146816 384.187566 224.569968 0.455847 22
23
+ pfam32 32 env_pfam_interactions POC 3 Pacific-South 1007 144 824 -0.107662 377.572313 201.522059 0.695814 705
24
+ pfam32 32 env_only NFLH 3 Pacific-South 1007 144 24 0.966565 0.011138 0.007774 0.000109 16
25
+ pfam32 32 env_pfam_interactions NFLH 3 Pacific-South 1007 144 824 0.936973 0.015292 0.009515 0.000109 193
26
+ pfam32 32 env_only Chl-a 4 Pacific-Mid 965 186 24 -43.655289 0.991134 0.713008 0.046110 19
27
+ pfam32 32 env_pfam_interactions Chl-a 4 Pacific-Mid 965 186 824 -386.680177 2.920337 0.882452 0.061128 223
28
+ pfam32 32 env_only POC 4 Pacific-Mid 965 186 24 -29.686701 130.387284 101.782000 0.433167 24
29
+ pfam32 32 env_pfam_interactions POC 4 Pacific-Mid 965 186 824 -75.490088 205.855613 91.211954 1.009259 703
30
+ pfam32 32 env_only NFLH 4 Pacific-Mid 965 186 24 0.986819 0.004602 0.003721 0.000114 16
31
+ pfam32 32 env_pfam_interactions NFLH 4 Pacific-Mid 965 186 824 0.870210 0.014441 0.005594 0.000114 202
32
+ pfam32 32 env_only Chl-a 5 Pacific-North 1049 102 24 -0.562014 7.118464 3.083559 0.052881 19
33
+ pfam32 32 env_pfam_interactions Chl-a 5 Pacific-North 1049 102 824 -1.609266 9.200322 3.941781 0.080718 151
34
+ pfam32 32 env_only POC 5 Pacific-North 1049 102 24 -3.298441 1732.014075 485.018761 0.338846 24
35
+ pfam32 32 env_pfam_interactions POC 5 Pacific-North 1049 102 824 -4.543569 1966.938059 549.531196 0.390146 741
36
+ pfam32 32 env_only NFLH 5 Pacific-North 1049 102 24 0.893472 0.038071 0.012086 0.000090 17
37
+ pfam32 32 env_pfam_interactions NFLH 5 Pacific-North 1049 102 824 0.895052 0.037788 0.018094 0.000090 195
38
+ pfam32 32 env_only Chl-a 6 Mediterranean 1024 127 24 -7.384590 1.870457 1.594740 0.011019 22
39
+ pfam32 32 env_pfam_interactions Chl-a 6 Mediterranean 1024 127 824 -15.627974 2.634065 1.639287 0.045122 252
40
+ pfam32 32 env_only POC 6 Mediterranean 1024 127 24 -6.730481 199.376903 185.745404 0.423333 24
41
+ pfam32 32 env_pfam_interactions POC 6 Mediterranean 1024 127 824 -5.340161 180.560079 140.642192 1.733514 676
42
+ pfam32 32 env_only NFLH 6 Mediterranean 1024 127 24 0.889447 0.012915 0.009060 0.000108 16
43
+ pfam32 32 env_pfam_interactions NFLH 6 Mediterranean 1024 127 824 0.628503 0.023676 0.010823 0.000108 197
44
+ pfam32 32 env_only Chl-a 7 Indian+RedSea 988 163 24 -5.709798 1.812936 1.172735 0.055123 21
45
+ pfam32 32 env_pfam_interactions Chl-a 7 Indian+RedSea 988 163 824 -12.538309 2.575194 1.730949 0.055123 239
46
+ pfam32 32 env_only POC 7 Indian+RedSea 988 163 24 -1.676532 180.644329 146.097583 0.442756 24
47
+ pfam32 32 env_pfam_interactions POC 7 Indian+RedSea 988 163 824 -2.481647 206.030027 137.426723 1.187779 664
48
+ pfam32 32 env_only NFLH 7 Indian+RedSea 988 163 24 0.969604 0.010492 0.006747 0.000104 17
49
+ pfam32 32 env_pfam_interactions NFLH 7 Indian+RedSea 988 163 824 0.780626 0.028186 0.013200 0.000104 191
50
+ pfam32 32 env_only Chl-a 8 Arctic+Southern 1085 66 24 -6.592236 1.496797 1.156274 0.058065 17
51
+ pfam32 32 env_pfam_interactions Chl-a 8 Arctic+Southern 1085 66 824 -19.160299 2.439082 2.195039 0.362938 49
52
+ pfam32 32 env_only POC 8 Arctic+Southern 1085 66 24 -16.125295 216.128812 150.614524 0.412679 23
53
+ pfam32 32 env_pfam_interactions POC 8 Arctic+Southern 1085 66 824 -15.628217 212.969044 176.872589 1.274700 680
54
+ pfam32 32 env_only NFLH 8 Arctic+Southern 1085 66 24 0.917906 0.018683 0.016272 0.000107 17
55
+ pfam32 32 env_pfam_interactions NFLH 8 Arctic+Southern 1085 66 824 0.793724 0.029616 0.024664 0.000107 203
56
+ pfam64 64 env_only Chl-a 0 Atlantic-South 977 174 24 0.304988 0.907072 0.725366 0.012838 21
57
+ pfam64 64 env_pfam_interactions Chl-a 0 Atlantic-South 977 174 1624 -0.058422 1.119374 0.908708 0.215271 131
58
+ pfam64 64 env_only POC 0 Atlantic-South 977 174 24 -0.243757 101.347762 89.450492 0.428989 24
59
+ pfam64 64 env_pfam_interactions POC 0 Atlantic-South 977 174 1624 -0.302017 103.694274 74.580316 2.681415 1173
60
+ pfam64 64 env_only NFLH 0 Atlantic-South 977 174 24 0.974206 0.012994 0.007535 0.000109 18
61
+ pfam64 64 env_pfam_interactions NFLH 0 Atlantic-South 977 174 1624 0.882756 0.027702 0.015581 0.000109 326
62
+ pfam64 64 env_only Chl-a 1 Atlantic-Mid 1029 122 24 0.356366 3.626725 2.391987 0.021746 22
63
+ pfam64 64 env_pfam_interactions Chl-a 1 Atlantic-Mid 1029 122 1624 0.541880 3.059741 1.614391 0.316692 71
64
+ pfam64 64 env_only POC 1 Atlantic-Mid 1029 122 24 0.760288 151.400422 117.612455 0.378302 24
65
+ pfam64 64 env_pfam_interactions POC 1 Atlantic-Mid 1029 122 1624 0.155961 284.094800 175.924510 1.783641 1224
66
+ pfam64 64 env_only NFLH 1 Atlantic-Mid 1029 122 24 0.973573 0.014554 0.007013 0.000096 15
67
+ pfam64 64 env_pfam_interactions NFLH 1 Atlantic-Mid 1029 122 1624 0.881084 0.030873 0.016957 0.000096 294
68
+ pfam64 64 env_only Chl-a 2 Atlantic-North 1084 67 24 -0.101085 11.581161 7.101739 0.058608 17
69
+ pfam64 64 env_pfam_interactions Chl-a 2 Atlantic-North 1084 67 1624 -0.241410 12.297002 7.600549 0.208437 68
70
+ pfam64 64 env_only POC 2 Atlantic-North 1084 67 24 0.015058 920.512637 577.345439 0.271818 24
71
+ pfam64 64 env_pfam_interactions POC 2 Atlantic-North 1084 67 1624 -0.240616 1033.101820 628.155954 2.252402 1032
72
+ pfam64 64 env_only NFLH 2 Atlantic-North 1084 67 24 0.946276 0.010339 0.007268 0.000106 16
73
+ pfam64 64 env_pfam_interactions NFLH 2 Atlantic-North 1084 67 1624 0.563184 0.029482 0.019310 0.000106 300
74
+ pfam64 64 env_only Chl-a 3 Pacific-South 1007 144 24 0.016459 2.591407 1.194154 0.028060 21
75
+ pfam64 64 env_pfam_interactions Chl-a 3 Pacific-South 1007 144 1624 -0.360873 3.048234 2.059219 0.267714 115
76
+ pfam64 64 env_only POC 3 Pacific-South 1007 144 24 -0.146816 384.187566 224.569968 0.455847 22
77
+ pfam64 64 env_pfam_interactions POC 3 Pacific-South 1007 144 1624 -0.459316 433.382348 207.590852 1.062103 1319
78
+ pfam64 64 env_only NFLH 3 Pacific-South 1007 144 24 0.966565 0.011138 0.007774 0.000109 16
79
+ pfam64 64 env_pfam_interactions NFLH 3 Pacific-South 1007 144 1624 0.894796 0.019757 0.012860 0.000109 303
80
+ pfam64 64 env_only Chl-a 4 Pacific-Mid 965 186 24 -43.655289 0.991134 0.713008 0.046110 19
81
+ pfam64 64 env_pfam_interactions Chl-a 4 Pacific-Mid 965 186 1624 -94.166569 1.446899 0.921840 0.288211 106
82
+ pfam64 64 env_only POC 4 Pacific-Mid 965 186 24 -29.686701 130.387284 101.782000 0.433167 24
83
+ pfam64 64 env_pfam_interactions POC 4 Pacific-Mid 965 186 1624 -78.849666 210.327804 94.444172 2.042326 1204
84
+ pfam64 64 env_only NFLH 4 Pacific-Mid 965 186 24 0.986819 0.004602 0.003721 0.000114 16
85
+ pfam64 64 env_pfam_interactions NFLH 4 Pacific-Mid 965 186 1624 -0.279242 0.045338 0.010195 0.000114 316
86
+ pfam64 64 env_only Chl-a 5 Pacific-North 1049 102 24 -0.562014 7.118464 3.083559 0.052881 19
87
+ pfam64 64 env_pfam_interactions Chl-a 5 Pacific-North 1049 102 1624 -3.087951 11.515870 4.390935 0.092938 200
88
+ pfam64 64 env_only POC 5 Pacific-North 1049 102 24 -3.298441 1732.014075 485.018761 0.338846 24
89
+ pfam64 64 env_pfam_interactions POC 5 Pacific-North 1049 102 1624 -1.955554 1436.201709 519.839955 0.685686 1300
90
+ pfam64 64 env_only NFLH 5 Pacific-North 1049 102 24 0.893472 0.038071 0.012086 0.000090 17
91
+ pfam64 64 env_pfam_interactions NFLH 5 Pacific-North 1049 102 1624 0.679664 0.066018 0.029875 0.000090 293
92
+ pfam64 64 env_only Chl-a 6 Mediterranean 1024 127 24 -7.384590 1.870457 1.594740 0.011019 22
93
+ pfam64 64 env_pfam_interactions Chl-a 6 Mediterranean 1024 127 1624 -18.948160 2.885083 2.120890 0.091309 229
94
+ pfam64 64 env_only POC 6 Mediterranean 1024 127 24 -6.730481 199.376903 185.745404 0.423333 24
95
+ pfam64 64 env_pfam_interactions POC 6 Mediterranean 1024 127 1624 -5.735198 186.100163 143.147350 2.646067 1155
96
+ pfam64 64 env_only NFLH 6 Mediterranean 1024 127 24 0.889447 0.012915 0.009060 0.000108 16
97
+ pfam64 64 env_pfam_interactions NFLH 6 Mediterranean 1024 127 1624 0.728537 0.020238 0.012028 0.000108 310
98
+ pfam64 64 env_only Chl-a 7 Indian+RedSea 988 163 24 -5.709798 1.812936 1.172735 0.055123 21
99
+ pfam64 64 env_pfam_interactions Chl-a 7 Indian+RedSea 988 163 1624 -6.081485 1.862473 1.493320 0.344549 83
100
+ pfam64 64 env_only POC 7 Indian+RedSea 988 163 24 -1.676532 180.644329 146.097583 0.442756 24
101
+ pfam64 64 env_pfam_interactions POC 7 Indian+RedSea 988 163 1624 -0.738436 145.585295 116.050515 2.087534 1200
102
+ pfam64 64 env_only NFLH 7 Indian+RedSea 988 163 24 0.969604 0.010492 0.006747 0.000104 17
103
+ pfam64 64 env_pfam_interactions NFLH 7 Indian+RedSea 988 163 1624 0.660101 0.035085 0.017732 0.000104 312
104
+ pfam64 64 env_only Chl-a 8 Arctic+Southern 1085 66 24 -6.592236 1.496797 1.156274 0.058065 17
105
+ pfam64 64 env_pfam_interactions Chl-a 8 Arctic+Southern 1085 66 1624 -15.130638 2.181744 1.909741 0.273769 92
106
+ pfam64 64 env_only POC 8 Arctic+Southern 1085 66 24 -16.125295 216.128812 150.614524 0.412679 23
107
+ pfam64 64 env_pfam_interactions POC 8 Arctic+Southern 1085 66 1624 -14.393633 204.910498 180.102132 2.240299 1164
108
+ pfam64 64 env_only NFLH 8 Arctic+Southern 1085 66 24 0.917906 0.018683 0.016272 0.000107 17
109
+ pfam64 64 env_pfam_interactions NFLH 8 Arctic+Southern 1085 66 1624 0.618088 0.040298 0.034024 0.000107 297